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cs.LG2019★ 3 cited
On Performance Estimation in Automatic Algorithm Configuration
Shengcai Liu, Ke Tang, Yunwen Lei +1
Over the last decade, research on automated parameter tuning, often referred to as automatic algorithm configuration (AAC), has made significant progress. Although the usefulness o…
cs.LG2016
Success Probability of Exploration: a Concrete Analysis of Learning Efficiency
Liangpeng Zhang, Ke Tang, Xin Yao
Exploration has been a crucial part of reinforcement learning, yet several important questions concerning exploration efficiency are still not answered satisfactorily by existing a…